aiqbench analysis

This research introduces a graph-based representation that streamlines quantum circuit construction for variational quantum eigensolver (VQE) methods. By leveraging a direct link between ADAPT gradient magnitudes and Hamiltonian couplings, the technique eliminates resource-intensive iterative measurements while maintaining chemical accuracy across 8–20 qubit benchmarks. The approach significantly reduces computational costs by bypassing traditional screening bottlenecks without requiring model training.